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Causal Agnosticism About Race: Variable Selection Problems in Causal Inference 种族因果不可知论:因果推论中的变量选择问题
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2024-02-16 DOI: 10.1017/psa.2023.166
Alexander Tolbert
This paper proposes a novel view in the race and causation literature known as “causal agnosticism” about race. Causal agnosticism about race implies that it is reasonable to refrain from making judgments about whether race is a cause. The paper’s thesis asserts that certain conditions must be met to infer that something is a cause, according to the fundamental assumptions of causal inference. However, in the case of race, these conditions are often violated. By advocating for causal agnosticism, the paper suggests a more modest approach to understanding the role of race in causal relationships.
本文在种族与因果关系的文献中提出了一种新观点,即种族 "因果不可知论"。种族因果不可知论意味着,不对种族是否是一个原因做出判断是合理的。本文的论点认为,根据因果推论的基本假设,要推断某事物是一个原因,必须满足某些条件。然而,在种族问题上,这些条件往往被违反。通过倡导因果不可知论,本文提出了一种更温和的方法来理解种族在因果关系中的作用。
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引用次数: 0
Pride and Probability 自豪与概率
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2024-01-26 DOI: 10.1017/psa.2023.177
Francesca Zaffora Blando
Abstract Bayesian agents, argues Belot (2013), are orgulous: they believe in inductive success even when guaranteed to fail on a topologically typical collection of data streams. Here we shed light on how pervasive this phenomenon is. We identify several classes of inductive problems for which Bayesian convergence to the truth is topologically typical. However, we also show that, for all sufficiently complex classes, there are inductive problems for which convergence is topologically atypical. Lastly, we identify specific topologically typical collections of data streams, observing which guarantees convergence to the truth across all problems from certain natural classes of effective inductive problems.
摘要 贝洛特(Belot,2013 年)认为,贝叶斯代理是orgulous:它们相信归纳成功,即使在拓扑上典型的数据流集合上保证会失败。在此,我们将揭示这一现象的普遍性。我们确定了几类归纳问题,对于这些问题,贝叶斯法收敛到真相在拓扑上是典型的。然而,我们也证明,对于所有足够复杂的类别,也有一些归纳问题的收敛在拓扑上是非典型的。最后,我们确定了特定的拓扑典型数据流集合,通过观察这些数据流集合,可以保证从某些自然类的有效归纳问题中的所有问题都能收敛到真相。
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引用次数: 0
On Symmetries and Springs 关于对称和弹簧
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2024-01-25 DOI: 10.1017/psa.2023.170
Sebastián Murgueitio Ramírez
Imagine that we are on a train playing with some mechanical systems. Why can’t we detect any differences in their behavior when the train is parked versus when it is moving uniformly? The standard answer is that boosts are symmetries of Newtonian systems. In this paper, I use the case of a spring to argue that this answer is problematic because symmetries are neither sufficient nor necessary for preserving its behavior. I also develop a new answer according to which boosts preserve the relational properties on which the behavior of a system depends, even when they are not symmetries.
想象一下,我们在火车上玩弄一些机械系统。为什么我们无法检测到列车停驶时与匀速行驶时的行为差异呢?标准答案是,助力是牛顿系统的对称性。在本文中,我将以弹簧为例,论证这一答案是有问题的,因为对称性既不是保持其行为的充分条件,也不是必要条件。我还提出了一个新的答案,根据这个答案,助推器即使不是对称的,也能保持系统行为所依赖的关系特性。
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引用次数: 0
Ernest Nagel: Philosophy of Science and the Fight for Clarity. Matthias Neuber and Adam Tamas Tuboly, eds. Cham, Switzerland: Springer, 2022 欧内斯特-纳格尔欧内斯特-纳格尔:科学哲学与为清晰而战》,Matthias Neuber 和 Adam Tamas Tuboly 编辑。Matthias Neuber 和 Adam Tamas Tuboly 编辑。Cham, Switzerland:Springer, 2022
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2024-01-25 DOI: 10.1017/psa.2024.1
Don Howard
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引用次数: 0
An exploration of parameter duality in statistical inference 统计推断中的参数对偶性探索
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2023-12-14 DOI: 10.1017/psa.2023.174
S. Thornton, M. Xie
Well-known debates among statistical inferential paradigms emerge from conflicting views on the notion of probability. One dominant view understands probability as a representation of sampling variability, another prominent view understands probability as a measure of belief. The former generally describes model parameters as fixed values, in contrast to the latter. We propose there are actually two versions of a parameter within both paradigms: a fixed, unknown value which generated the data and a random version to describe the uncertainty in estimating the unknown value. An inferential approach based on confidence distributions deciphers seemingly conflicting perspectives on parameters and probabilities.
统计推论范式之间众所周知的争论源于对概率概念的不同看法。一种主流观点将概率理解为抽样变异性的代表,另一种著名观点则将概率理解为信念的度量。前者通常将模型参数描述为固定值,与后者形成鲜明对比。我们认为,在这两种范式中,参数实际上有两个版本:一个是产生数据的固定未知值,另一个是描述估计未知值时不确定性的随机值。基于置信度分布的推理方法可以破解参数与概率之间看似矛盾的观点。
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引用次数: 0
On Cognitive Modeling and Other Minds 关于认知建模和其他思想
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2023-12-14 DOI: 10.1017/psa.2023.168
J.P. Gamboa
Scientists and philosophers alike debate whether various systems such as plants and bacteria exercise cognition. One strategy for resolving such debates is to ground claims about nonhuman cognition in evidence from mathematical models of cognitive capacities. In this paper, I show that proponents of this strategy face two major challenges: demarcating phenomenological models from process models and overcoming underdetermination by model fit. I argue that even if the demarcation problem is resolved, fitting a process model to behavioral data is, on its own, not strong evidence for any cognitive process, let alone processes shared with humans.
科学家和哲学家都在争论植物和细菌等各种系统是否具有认知能力。解决此类争论的策略之一,是将有关非人类认知的主张建立在认知能力数学模型的证据之上。在本文中,我指出这一策略的支持者面临着两大挑战:一是如何划分现象学模型与过程模型,二是如何克服模型拟合度不足的问题。我认为,即使解决了划分问题,将过程模型拟合到行为数据本身也不能有力地证明任何认知过程,更不用说人类共有的过程了。
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引用次数: 0
Biomimetic Epistemology 仿生认识论
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2023-12-14 DOI: 10.1017/psa.2023.173
Henry Dicks
Imitating nature is an ever more popular strategy in many fields of science and engineering research, from ecological engineering to artificial intelligence. But while biomimetics and related fields have recently attracted increased attention from philosophers, there has been relatively little engagement with what I suggest we see as their basic epistemological presupposition: that we may acquire knowledge from nature. I argue that emphasizing and exploring this presupposition opens up a new approach to epistemology, based on a shift from a conventional epistemological relationship to nature as object of knowledge to a biomimetic relationship to nature as source of knowledge.
从生态工程到人工智能,模仿自然是许多科学和工程研究领域日益流行的策略。不过,虽然生物仿生学及相关领域最近吸引了越来越多哲学家的关注,但对于我建议我们将其视为基本认识论预设的问题,即我们可以从大自然中获取知识的问题,人们的参与却相对较少。我认为,强调和探讨这一预设开辟了一种新的认识论方法,其基础是从传统认识论与作为知识对象的自然的关系转向生物拟态与作为知识来源的自然的关系。
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引用次数: 0
A New Heuristic for Climate Adaptation 气候适应新启发式
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2023-12-14 DOI: 10.1017/psa.2023.163
Kate Nicole Hoffman, K. Kovaka
An influential heuristic for thinking about climate adaptation asserts that “natural” adaptation strategies are the best ones. This heuristic has been roundly criticized but is difficult to dislodge in the absence of an alternative. We introduce a new heuristic that assesses adaptation strategies by looking at their maturity, power, and commitment. Maturity is the extent to which we understand an adaptation strategy’s effects. Power is the size of the effect an adaptation strategy will have. Commitment is the degree to which an adaptation strategy is difficult to test or reverse.
在思考气候适应问题时,有一种颇具影响力的启发式观点认为,"自然 "适应战略是最好的战略。这一启发式受到了广泛的批评,但在没有替代方案的情况下,很难将其推翻。我们引入了一种新的启发式方法,通过考察适应战略的成熟度、力量和承诺来评估适应战略。成熟度是指我们对适应战略效果的理解程度。威力是指适应战略将产生的影响大小。承诺是指适应战略难以测试或逆转的程度。
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引用次数: 0
Landscapes and Bandits: A Unified Model of Functional and Demographic Diversity 景观与强盗功能和人口多样性的统一模型
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2023-12-14 DOI: 10.1017/psa.2023.169
Alice C.W. Huang
Two types of formal models—landscape search tasks and two-armed bandit models—are often used to study the effects that various social factors have on epistemic performance. I argue that they can be understood within a single framework. In this unified framework, I develop a model that may be used to understand the effects of functional and demographic diversity and their interaction. Using the unified model, I find that the benefit of demographic diversity is most pronounced in a functionally homogeneous group, and decreases with the increase of functional diversity.
有两类形式模型--景观搜索任务和双臂强盗模型--经常被用来研究各种社会因素对认识能力的影响。我认为,可以在一个统一的框架内理解它们。在这个统一的框架中,我建立了一个模型,可以用来理解功能多样性和人口多样性及其相互作用的影响。利用这个统一模型,我发现人口多样性的益处在功能同质的群体中最为明显,并且随着功能多样性的增加而减少。
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引用次数: 0
Causal Constraints in the Life and Social Sciences 生命科学和社会科学中的因果制约因素
IF 1.7 2区 哲学 Q1 Arts and Humanities Pub Date : 2023-12-04 DOI: 10.1017/psa.2023.165
Lauren Ross
This paper examines constraints and their role in scientific explanation. Common views in the philosophical literature suggest that constraints are non-causal and that they provide non-causal explanations. While much of this work focuses on examples from physics, this paper explores constraints from other fields, including neuroscience, physiology, and the social sciences. I argue that these cases involve constraints that are causal and that provide a unique type of causal explanation. This paper clarifies what it means for a factor to be a constraint, when such constraints are causal, and how they figure in scientific explanation.
本文考察了制约因素及其在科学解释中的作用。哲学文献中的常见观点认为,约束是非因果的,它们提供了非因果的解释。虽然这项工作大部分集中在物理学的例子上,但本文探讨了其他领域的限制,包括神经科学、生理学和社会科学。我认为这些案例包含因果约束,提供了一种独特的因果解释。本文阐明了一个因素成为约束的意义,当这种约束是因果关系时,以及它们如何在科学解释中体现出来。
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引用次数: 1
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Philosophy of Science
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